Dataset info
| Number of variables | 66 |
|---|---|
| Number of observations | 10441 |
| Missing cells | 20575 (3.0%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 5.3 MiB |
| Average record size in memory | 528.0 B |
Variables types
| Numeric | 33 |
|---|---|
| Categorical | 5 |
| Boolean | 0 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 28 |
| Unsupported | 0 |
Warnings
birth_date only contains datetime values, but is categorical. Consider applying pd.to_datetime() | Type |
birth_date has a high cardinality: 4927 distinct values | Warning |
cam is highly correlated with ball_control (ρ = 0.9204210677) | Rejected |
cb has 1126 (10.8%) missing values | Missing |
cdm is highly correlated with cb (ρ = 0.9287949074) | Rejected |
cf is highly correlated with cam (ρ = 0.9862773808) | Rejected |
cm is highly correlated with cam (ρ = 0.9009847667) | Rejected |
def is highly correlated with cb (ρ = 0.9774510258) | Rejected |
dri is highly correlated with cf (ρ = 0.9389363787) | Rejected |
dribbling is highly correlated with cf (ρ = 0.908920841) | Rejected |
gk is highly correlated with dri (ρ = 0.9297790821) | Rejected |
gk_diving is highly correlated with gk (ρ = 0.9239505615) | Rejected |
gk_handling is highly correlated with gk_diving (ρ = 0.9687924343) | Rejected |
gk_kicking is highly correlated with gk_handling (ρ = 0.9635615636) | Rejected |
gk_positioning is highly correlated with gk_kicking (ρ = 0.9626664497) | Rejected |
gk_reflexes is highly correlated with gk_positioning (ρ = 0.9687002122) | Rejected |
interceptions is highly correlated with cb (ρ = 0.9410440952) | Rejected |
lb is highly correlated with def (ρ = 0.9052169427) | Rejected |
lw is highly correlated with dribbling (ρ = 0.9334524142) | Rejected |
marking is highly correlated with interceptions (ρ = 0.9262551512) | Rejected |
pac is highly correlated with gk (ρ = 0.9239505615) | Rejected |
pas is highly correlated with cm (ρ = 0.9558262172) | Rejected |
phy is highly correlated with gk (ρ = 0.9228801567) | Rejected |
rb is highly correlated with lb (ρ = 1) | Rejected |
rw is highly correlated with lw (ρ = 1) | Rejected |
sho is highly correlated with gk (ρ = 0.9055390158) | Rejected |
short_passing is highly correlated with cm (ρ = 0.9160526795) | Rejected |
sliding_tackle is highly correlated with marking (ρ = 0.9596663866) | Rejected |
sprint_speed is highly correlated with acceleration (ρ = 0.9123358357) | Rejected |
st is highly correlated with sho (ρ = 0.9430216235) | Rejected |
standing_tackle is highly correlated with sliding_tackle (ρ = 0.9710228304) | Rejected |
acceleration
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 64.92730581 |
|---|---|
| Minimum | 12 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 57 |
| Median | 68 |
| Q3 | 75 |
| 95-th percentile | 85 |
| Maximum | 96 |
| Range | 84 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 14.62432441 |
|---|---|
| Coef of variation | 0.2252415101 |
| Kurtosis | 0.4175967558 |
| Mean | 64.92730581 |
| MAD | 11.38767142 |
| Skewness | -0.7830707205 |
| Sum | 677906 |
| Variance | 213.8708645 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 68 | 461 | 4.4% | |
| 67 | 383 | 3.7% | |
| 69 | 370 | 3.5% | |
| 74 | 367 | 3.5% | |
| 76 | 339 | 3.2% | |
| 72 | 339 | 3.2% | |
| 66 | 329 | 3.2% | |
| 75 | 328 | 3.1% | |
| 73 | 320 | 3.1% | |
| 65 | 315 | 3.0% | |
| Other values (75) | 6890 | 66.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 12 | 1 | < 0.1% | |
| 13 | 1 | < 0.1% | |
| 14 | 2 | < 0.1% | |
| 15 | 4 | < 0.1% | |
| 16 | 7 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 4 | < 0.1% | |
| 94 | 10 | 0.1% | |
| 93 | 27 | 0.3% | |
| 92 | 28 | 0.3% |
age
Numeric
| Distinct count | 4927 |
|---|---|
| Unique (%) | 47.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 26.08898901 |
|---|---|
| Minimum | 17.26849315 |
| Maximum | 44.99178082 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 17.26849315 |
|---|---|
| 5-th percentile | 19.46575342 |
| Q1 | 22.46849315 |
| Median | 25.81643836 |
| Q3 | 29.43287671 |
| 95-th percentile | 33.90958904 |
| Maximum | 44.99178082 |
| Range | 27.72328767 |
| Interquartile range | 6.964383562 |
Descriptive statistics
| Standard deviation | 4.544989643 |
|---|---|
| Coef of variation | 0.1742110299 |
| Kurtosis | -0.5733572801 |
| Mean | 26.08898901 |
| MAD | 3.767608475 |
| Skewness | 0.3479287214 |
| Sum | 272395.1342 |
| Variance | 20.65693086 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 29.86027397 | 141 | 1.4% | |
| 25.85753425 | 141 | 1.4% | |
| 33.8630137 | 127 | 1.2% | |
| 21.9890411 | 10 | 0.1% | |
| 23.89589041 | 10 | 0.1% | |
| 21.01369863 | 10 | 0.1% | |
| 27.78630137 | 9 | 0.1% | |
| 22.96438356 | 8 | 0.1% | |
| 21.00821918 | 8 | 0.1% | |
| 21.96712329 | 8 | 0.1% | |
| Other values (4917) | 9969 | 95.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 17.26849315 | 1 | < 0.1% | |
| 17.35068493 | 1 | < 0.1% | |
| 17.36712329 | 1 | < 0.1% | |
| 17.37260274 | 1 | < 0.1% | |
| 17.41917808 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 44.99178082 | 1 | < 0.1% | |
| 42.16438356 | 1 | < 0.1% | |
| 41.0109589 | 1 | < 0.1% | |
| 40.23835616 | 1 | < 0.1% | |
| 40.17260274 | 1 | < 0.1% |
aggression
Numeric
| Distinct count | 84 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 56.19729911 |
|---|---|
| Minimum | 11 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 44 |
| Median | 59 |
| Q3 | 70 |
| 95-th percentile | 81 |
| Maximum | 94 |
| Range | 83 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 17.28440698 |
|---|---|
| Coef of variation | 0.3075665067 |
| Kurtosis | -0.6586917961 |
| Mean | 56.19729911 |
| MAD | 14.34907247 |
| Skewness | -0.4062745996 |
| Sum | 586756 |
| Variance | 298.7507245 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 70 | 319 | 3.1% | |
| 68 | 292 | 2.8% | |
| 65 | 278 | 2.7% | |
| 59 | 254 | 2.4% | |
| 67 | 253 | 2.4% | |
| 60 | 250 | 2.4% | |
| 62 | 242 | 2.3% | |
| 69 | 241 | 2.3% | |
| 64 | 238 | 2.3% | |
| 58 | 232 | 2.2% | |
| Other values (74) | 7842 | 75.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 11 | 1 | < 0.1% | |
| 12 | 3 | < 0.1% | |
| 13 | 8 | 0.1% | |
| 14 | 2 | < 0.1% | |
| 15 | 11 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 4 | < 0.1% | |
| 93 | 6 | 0.1% | |
| 92 | 5 | < 0.1% | |
| 91 | 8 | 0.1% | |
| 90 | 19 | 0.2% |
agility
Numeric
| Distinct count | 83 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63.61133991 |
|---|---|
| Minimum | 14 |
| Maximum | 96 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 56 |
| Median | 66 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 96 |
| Range | 82 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 14.55798558 |
|---|---|
| Coef of variation | 0.2288583388 |
| Kurtosis | -0.07751399177 |
| Mean | 63.61133991 |
| MAD | 11.59206709 |
| Skewness | -0.5905084361 |
| Sum | 664166 |
| Variance | 211.9349442 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 72 | 358 | 3.4% | |
| 73 | 348 | 3.3% | |
| 70 | 333 | 3.2% | |
| 71 | 332 | 3.2% | |
| 68 | 307 | 2.9% | |
| 65 | 300 | 2.9% | |
| 69 | 298 | 2.9% | |
| 64 | 296 | 2.8% | |
| 75 | 292 | 2.8% | |
| 58 | 281 | 2.7% | |
| Other values (73) | 7296 | 69.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 14 | 1 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 16 | 2 | < 0.1% | |
| 17 | 1 | < 0.1% | |
| 18 | 2 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 96 | 1 | < 0.1% | |
| 95 | 2 | < 0.1% | |
| 94 | 2 | < 0.1% | |
| 93 | 17 | 0.2% | |
| 92 | 30 | 0.3% |
balance
Numeric
| Distinct count | 81 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63.96877694 |
|---|---|
| Minimum | 15 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 38 |
| Q1 | 56 |
| Median | 66 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 95 |
| Range | 80 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 13.92604929 |
|---|---|
| Coef of variation | 0.2177007277 |
| Kurtosis | 0.04948412681 |
| Mean | 63.96877694 |
| MAD | 11.03479605 |
| Skewness | -0.5405344006 |
| Sum | 667898 |
| Variance | 193.9348488 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 68 | 359 | 3.4% | |
| 65 | 344 | 3.3% | |
| 72 | 338 | 3.2% | |
| 70 | 331 | 3.2% | |
| 64 | 320 | 3.1% | |
| 67 | 320 | 3.1% | |
| 66 | 315 | 3.0% | |
| 71 | 307 | 2.9% | |
| 74 | 303 | 2.9% | |
| 69 | 300 | 2.9% | |
| Other values (71) | 7204 | 69.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 15 | 1 | < 0.1% | |
| 16 | 2 | < 0.1% | |
| 17 | 1 | < 0.1% | |
| 18 | 1 | < 0.1% | |
| 19 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 3 | < 0.1% | |
| 94 | 9 | 0.1% | |
| 93 | 24 | 0.2% | |
| 92 | 31 | 0.3% | |
| 91 | 45 | 0.4% |
ball_control
Numeric
| Distinct count | 84 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 58.55416148 |
|---|---|
| Minimum | 8 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 54 |
| Median | 63 |
| Q3 | 69 |
| 95-th percentile | 77 |
| Maximum | 94 |
| Range | 86 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 16.51208666 |
|---|---|
| Coef of variation | 0.2819968085 |
| Kurtosis | 1.043136392 |
| Mean | 58.55416148 |
| MAD | 12.2429049 |
| Skewness | -1.281227552 |
| Sum | 611364 |
| Variance | 272.6490059 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 65 | 443 | 4.2% | |
| 66 | 436 | 4.2% | |
| 68 | 428 | 4.1% | |
| 63 | 424 | 4.1% | |
| 64 | 415 | 4.0% | |
| 67 | 414 | 4.0% | |
| 62 | 395 | 3.8% | |
| 70 | 382 | 3.7% | |
| 61 | 344 | 3.3% | |
| 60 | 342 | 3.3% | |
| Other values (74) | 6418 | 61.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 8 | 4 | < 0.1% | |
| 9 | 3 | < 0.1% | |
| 10 | 16 | 0.2% | |
| 11 | 23 | 0.2% | |
| 12 | 44 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 90 | 2 | < 0.1% | |
| 89 | 1 | < 0.1% | |
| 88 | 6 | 0.1% | |
| 87 | 12 | 0.1% |
birth_date
Categorical
| Distinct count | 4927 |
|---|---|
| Unique (%) | 47.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1988-02-29 | 141 |
|---|---|
| 1992-02-29 | 141 |
| 1984-02-29 | 127 |
| Other values (4924) |
| Value | Count | Frequency (%) | |
| 1988-02-29 | 141 | 1.4% | |
| 1992-02-29 | 141 | 1.4% | |
| 1984-02-29 | 127 | 1.2% | |
| 1994-02-14 | 10 | 0.1% | |
| 1997-01-01 | 10 | 0.1% | |
| 1996-01-11 | 10 | 0.1% | |
| 1990-03-27 | 9 | 0.1% | |
| 1993-07-12 | 8 | 0.1% | |
| 1992-02-12 | 8 | 0.1% | |
| 1993-03-05 | 8 | 0.1% | |
| Other values (4917) | 9969 | 95.5% |
| Max length | 10 |
|---|---|
| Mean length | 10 |
| Min length | 10 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
cam
Highly correlated
This variable is highly correlated with ball_control and should be ignored for analysis
| Correlation | 0.9204210677 |
|---|
cb
Numeric
| Distinct count | 62 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 10.8% |
| Missing (n) | 1126 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 55.80257649 |
|---|---|
| Minimum | 25 |
| Maximum | 86 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 46 |
| Median | 58 |
| Q3 | 65 |
| 95-th percentile | 73 |
| Maximum | 86 |
| Range | 61 |
| Interquartile range | 19 |
Descriptive statistics
| Standard deviation | 12.07123094 |
|---|---|
| Coef of variation | 0.2163203154 |
| Kurtosis | -0.9344109841 |
| Mean | 55.80257649 |
| MAD | 10.34185238 |
| Skewness | -0.2437118067 |
| Sum | 519801 |
| Variance | 145.7146165 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 63 | 353 | 3.4% | |
| 64 | 352 | 3.4% | |
| 65 | 343 | 3.3% | |
| 62 | 315 | 3.0% | |
| 66 | 313 | 3.0% | |
| 67 | 307 | 2.9% | |
| 68 | 297 | 2.8% | |
| 61 | 293 | 2.8% | |
| 60 | 279 | 2.7% | |
| 59 | 253 | 2.4% | |
| Other values (51) | 6210 | 59.5% | |
| (Missing) | 1126 | 10.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 25 | 2 | < 0.1% | |
| 27 | 5 | < 0.1% | |
| 28 | 5 | < 0.1% | |
| 29 | 18 | 0.2% | |
| 30 | 26 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 86 | 2 | < 0.1% | |
| 85 | 2 | < 0.1% | |
| 84 | 3 | < 0.1% | |
| 83 | 4 | < 0.1% | |
| 82 | 9 | 0.1% |
cdm
Highly correlated
This variable is highly correlated with cb and should be ignored for analysis
| Correlation | 0.9287949074 |
|---|
cf
Highly correlated
This variable is highly correlated with cam and should be ignored for analysis
| Correlation | 0.9862773808 |
|---|
club
Numeric
| Distinct count | 647 |
|---|---|
| Unique (%) | 6.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 322.6392108 |
|---|---|
| Minimum | 2 |
| Maximum | 648 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 159 |
| Median | 322 |
| Q3 | 484 |
| 95-th percentile | 614 |
| Maximum | 648 |
| Range | 646 |
| Interquartile range | 325 |
Descriptive statistics
| Standard deviation | 187.0009404 |
|---|---|
| Coef of variation | 0.5795976873 |
| Kurtosis | -1.202839035 |
| Mean | 322.6392108 |
| MAD | 162.0112997 |
| Skewness | 0.01000343764 |
| Sum | 3368676 |
| Variance | 34969.35172 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 625 | 25 | 0.2% | |
| 245 | 25 | 0.2% | |
| 485 | 24 | 0.2% | |
| 163 | 24 | 0.2% | |
| 10 | 24 | 0.2% | |
| 158 | 24 | 0.2% | |
| 19 | 24 | 0.2% | |
| 33 | 23 | 0.2% | |
| 288 | 23 | 0.2% | |
| 582 | 23 | 0.2% | |
| Other values (637) | 10202 | 97.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 16 | 0.2% | |
| 3 | 16 | 0.2% | |
| 4 | 18 | 0.2% | |
| 5 | 13 | 0.1% | |
| 6 | 16 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 648 | 19 | 0.2% | |
| 647 | 12 | 0.1% | |
| 646 | 14 | 0.1% | |
| 645 | 20 | 0.2% | |
| 644 | 8 | 0.1% |
cm
Highly correlated
This variable is highly correlated with cam and should be ignored for analysis
| Correlation | 0.9009847667 |
|---|
crossing
Numeric
| Distinct count | 86 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 50.1496983 |
|---|---|
| Minimum | 5 |
| Maximum | 90 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 39 |
| Median | 55 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 90 |
| Range | 85 |
| Interquartile range | 25 |
Descriptive statistics
| Standard deviation | 18.23769995 |
|---|---|
| Coef of variation | 0.3636651977 |
| Kurtosis | -0.5118028155 |
| Mean | 50.1496983 |
| MAD | 15.02106483 |
| Skewness | -0.6196120883 |
| Sum | 523613 |
| Variance | 332.6136994 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 62 | 320 | 3.1% | |
| 60 | 309 | 3.0% | |
| 64 | 307 | 2.9% | |
| 59 | 282 | 2.7% | |
| 58 | 275 | 2.6% | |
| 65 | 274 | 2.6% | |
| 63 | 270 | 2.6% | |
| 66 | 266 | 2.5% | |
| 57 | 255 | 2.4% | |
| 68 | 255 | 2.4% | |
| Other values (76) | 7628 | 73.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 6 | 2 | < 0.1% | |
| 7 | 3 | < 0.1% | |
| 8 | 10 | 0.1% | |
| 9 | 21 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 90 | 3 | < 0.1% | |
| 89 | 1 | < 0.1% | |
| 88 | 5 | < 0.1% | |
| 87 | 1 | < 0.1% | |
| 86 | 5 | < 0.1% |
curve
Numeric
| Distinct count | 86 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 47.72837851 |
|---|---|
| Minimum | 6 |
| Maximum | 92 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 35 |
| Median | 49 |
| Q3 | 62 |
| 95-th percentile | 75 |
| Maximum | 92 |
| Range | 86 |
| Interquartile range | 27 |
Descriptive statistics
| Standard deviation | 18.30400392 |
|---|---|
| Coef of variation | 0.3835035778 |
| Kurtosis | -0.726501617 |
| Mean | 47.72837851 |
| MAD | 15.17920787 |
| Skewness | -0.2647086304 |
| Sum | 498332 |
| Variance | 335.0365595 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 45 | 246 | 2.4% | |
| 55 | 236 | 2.3% | |
| 58 | 223 | 2.1% | |
| 42 | 218 | 2.1% | |
| 49 | 215 | 2.1% | |
| 59 | 213 | 2.0% | |
| 64 | 211 | 2.0% | |
| 48 | 207 | 2.0% | |
| 52 | 203 | 1.9% | |
| 53 | 202 | 1.9% | |
| Other values (76) | 8267 | 79.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 6 | 3 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 8 | 4 | < 0.1% | |
| 9 | 18 | 0.2% | |
| 10 | 68 | 0.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 92 | 2 | < 0.1% | |
| 90 | 2 | < 0.1% | |
| 89 | 1 | < 0.1% | |
| 88 | 4 | < 0.1% | |
| 87 | 4 | < 0.1% |
def
Highly correlated
This variable is highly correlated with cb and should be ignored for analysis
| Correlation | 0.9774510258 |
|---|
dri
Highly correlated
This variable is highly correlated with cf and should be ignored for analysis
| Correlation | 0.9389363787 |
|---|
dribbling
Highly correlated
This variable is highly correlated with cf and should be ignored for analysis
| Correlation | 0.908920841 |
|---|
finishing
Numeric
| Distinct count | 86 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 45.65185327 |
|---|---|
| Minimum | 2 |
| Maximum | 88 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 30 |
| Median | 49 |
| Q3 | 62 |
| 95-th percentile | 73 |
| Maximum | 88 |
| Range | 86 |
| Interquartile range | 32 |
Descriptive statistics
| Standard deviation | 19.29742376 |
|---|---|
| Coef of variation | 0.4227084418 |
| Kurtosis | -0.9945465393 |
| Mean | 45.65185327 |
| MAD | 16.59177092 |
| Skewness | -0.298988585 |
| Sum | 476651 |
| Variance | 372.3905639 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 65 | 255 | 2.4% | |
| 58 | 252 | 2.4% | |
| 55 | 244 | 2.3% | |
| 60 | 243 | 2.3% | |
| 64 | 236 | 2.3% | |
| 59 | 235 | 2.3% | |
| 63 | 234 | 2.2% | |
| 62 | 225 | 2.2% | |
| 61 | 221 | 2.1% | |
| 66 | 216 | 2.1% | |
| Other values (76) | 8080 | 77.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 40 | 0.4% | |
| 6 | 36 | 0.3% | |
| 7 | 50 | 0.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 88 | 1 | < 0.1% | |
| 87 | 7 | 0.1% | |
| 86 | 4 | < 0.1% | |
| 85 | 4 | < 0.1% | |
| 84 | 3 | < 0.1% |
free_kick_accuracy
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 43.52418351 |
|---|---|
| Minimum | 7 |
| Maximum | 93 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 31 |
| Median | 42 |
| Q3 | 57 |
| 95-th percentile | 72 |
| Maximum | 93 |
| Range | 86 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 17.44460895 |
|---|---|
| Coef of variation | 0.4008026699 |
| Kurtosis | -0.7405458172 |
| Mean | 43.52418351 |
| MAD | 14.42815574 |
| Skewness | 0.04583816397 |
| Sum | 454436 |
| Variance | 304.3143816 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 42 | 281 | 2.7% | |
| 40 | 254 | 2.4% | |
| 31 | 250 | 2.4% | |
| 39 | 244 | 2.3% | |
| 32 | 237 | 2.3% | |
| 41 | 234 | 2.2% | |
| 35 | 227 | 2.2% | |
| 38 | 227 | 2.2% | |
| 33 | 224 | 2.1% | |
| 34 | 221 | 2.1% | |
| Other values (75) | 8042 | 77.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 7 | 4 | < 0.1% | |
| 8 | 5 | < 0.1% | |
| 9 | 12 | 0.1% | |
| 10 | 68 | 0.7% | |
| 11 | 137 | 1.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 93 | 2 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 1 | < 0.1% | |
| 89 | 2 | < 0.1% | |
| 87 | 3 | < 0.1% |
gk
Highly correlated
This variable is highly correlated with dri and should be ignored for analysis
| Correlation | 0.9297790821 |
|---|
gk_diving
Highly correlated
This variable is highly correlated with gk and should be ignored for analysis
| Correlation | 0.9239505615 |
|---|
gk_handling
Highly correlated
This variable is highly correlated with gk_diving and should be ignored for analysis
| Correlation | 0.9687924343 |
|---|
gk_kicking
Highly correlated
This variable is highly correlated with gk_handling and should be ignored for analysis
| Correlation | 0.9635615636 |
|---|
gk_positioning
Highly correlated
This variable is highly correlated with gk_kicking and should be ignored for analysis
| Correlation | 0.9626664497 |
|---|
gk_reflexes
Highly correlated
This variable is highly correlated with gk_positioning and should be ignored for analysis
| Correlation | 0.9687002122 |
|---|
heading_accuracy
Numeric
| Distinct count | 90 |
|---|---|
| Unique (%) | 0.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 52.66286754 |
|---|---|
| Minimum | 4 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 45 |
| Median | 56 |
| Q3 | 65 |
| 95-th percentile | 75 |
| Maximum | 94 |
| Range | 90 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 17.16600627 |
|---|---|
| Coef of variation | 0.3259603412 |
| Kurtosis | 0.3561864792 |
| Mean | 52.66286754 |
| MAD | 13.18244687 |
| Skewness | -0.902190068 |
| Sum | 549853 |
| Variance | 294.6717714 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 58 | 357 | 3.4% | |
| 60 | 344 | 3.3% | |
| 55 | 343 | 3.3% | |
| 59 | 330 | 3.2% | |
| 62 | 301 | 2.9% | |
| 65 | 299 | 2.9% | |
| 56 | 289 | 2.8% | |
| 52 | 289 | 2.8% | |
| 68 | 284 | 2.7% | |
| 54 | 282 | 2.7% | |
| Other values (80) | 7323 | 70.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 4 | 1 | < 0.1% | |
| 5 | 2 | < 0.1% | |
| 7 | 3 | < 0.1% | |
| 8 | 11 | 0.1% | |
| 9 | 11 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 93 | 2 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 3 | < 0.1% | |
| 90 | 7 | 0.1% |
height_cm
Numeric
| Distinct count | 49 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 181.2562015 |
|---|---|
| Minimum | 155 |
| Maximum | 205 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 155 |
|---|---|
| 5-th percentile | 170 |
| Q1 | 177 |
| Median | 181 |
| Q3 | 186 |
| 95-th percentile | 192 |
| Maximum | 205 |
| Range | 50 |
| Interquartile range | 9 |
Descriptive statistics
| Standard deviation | 6.661820516 |
|---|---|
| Coef of variation | 0.03675361428 |
| Kurtosis | -0.2288661367 |
| Mean | 181.2562015 |
| MAD | 5.407832011 |
| Skewness | -0.06493218299 |
| Sum | 1892496 |
| Variance | 44.37985258 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 180 | 877 | 8.4% | |
| 178 | 705 | 6.8% | |
| 185 | 693 | 6.6% | |
| 183 | 676 | 6.5% | |
| 175 | 605 | 5.8% | |
| 182 | 514 | 4.9% | |
| 188 | 510 | 4.9% | |
| 184 | 491 | 4.7% | |
| 186 | 443 | 4.2% | |
| 187 | 416 | 4.0% | |
| Other values (39) | 4511 | 43.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 155 | 2 | < 0.1% | |
| 156 | 1 | < 0.1% | |
| 158 | 2 | < 0.1% | |
| 159 | 2 | < 0.1% | |
| 160 | 5 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 205 | 1 | < 0.1% | |
| 203 | 3 | < 0.1% | |
| 202 | 1 | < 0.1% | |
| 201 | 6 | 0.1% | |
| 200 | 1 | < 0.1% |
id
Numeric
| Distinct count | 10441 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5220 |
|---|---|
| Minimum | 0 |
| Maximum | 10440 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 522 |
| Q1 | 2610 |
| Median | 5220 |
| Q3 | 7830 |
| 95-th percentile | 9918 |
| Maximum | 10440 |
| Range | 10440 |
| Interquartile range | 5220 |
Descriptive statistics
| Standard deviation | 3014.201414 |
|---|---|
| Coef of variation | 0.5774332212 |
| Kurtosis | -1.2 |
| Mean | 5220 |
| MAD | 2610.249976 |
| Skewness | 0 |
| Sum | 54502020 |
| Variance | 9085410.167 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 7473 | 1 | < 0.1% | |
| 9550 | 1 | < 0.1% | |
| 3403 | 1 | < 0.1% | |
| 1354 | 1 | < 0.1% | |
| 7497 | 1 | < 0.1% | |
| 5448 | 1 | < 0.1% | |
| 9542 | 1 | < 0.1% | |
| 3395 | 1 | < 0.1% | |
| 1346 | 1 | < 0.1% | |
| Other values (10431) | 10431 | 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 10440 | 1 | < 0.1% | |
| 10439 | 1 | < 0.1% | |
| 10438 | 1 | < 0.1% | |
| 10437 | 1 | < 0.1% | |
| 10436 | 1 | < 0.1% |
interceptions
Highly correlated
This variable is highly correlated with cb and should be ignored for analysis
| Correlation | 0.9410440952 |
|---|
international_reputation
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 2 | 835 |
| 3 | 158 |
| Value | Count | Frequency (%) | |
| 1 | 9426 | 90.3% | |
| 2 | 835 | 8.0% | |
| 3 | 158 | 1.5% | |
| 4 | 22 | 0.2% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
jumping
Numeric
| Distinct count | 71 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65.04846279 |
|---|---|
| Minimum | 13 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 43 |
| Q1 | 58 |
| Median | 66 |
| Q3 | 73 |
| 95-th percentile | 83 |
| Maximum | 94 |
| Range | 81 |
| Interquartile range | 15 |
Descriptive statistics
| Standard deviation | 11.89026888 |
|---|---|
| Coef of variation | 0.182790928 |
| Kurtosis | 0.241710027 |
| Mean | 65.04846279 |
| MAD | 9.395546597 |
| Skewness | -0.4412106474 |
| Sum | 679171 |
| Variance | 141.378494 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 72 | 427 | 4.1% | |
| 70 | 401 | 3.8% | |
| 71 | 373 | 3.6% | |
| 62 | 358 | 3.4% | |
| 73 | 357 | 3.4% | |
| 64 | 355 | 3.4% | |
| 68 | 342 | 3.3% | |
| 66 | 335 | 3.2% | |
| 63 | 332 | 3.2% | |
| 74 | 327 | 3.1% | |
| Other values (61) | 6834 | 65.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 13 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 26 | 2 | < 0.1% | |
| 27 | 2 | < 0.1% | |
| 28 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 4 | < 0.1% | |
| 93 | 7 | 0.1% | |
| 92 | 25 | 0.2% | |
| 91 | 46 | 0.4% | |
| 90 | 55 | 0.5% |
lb
Highly correlated
This variable is highly correlated with def and should be ignored for analysis
| Correlation | 0.9052169427 |
|---|
league
Numeric
| Distinct count | 41 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 22.48922517 |
|---|---|
| Minimum | 2 |
| Maximum | 42 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 12 |
| Median | 23 |
| Q3 | 32 |
| 95-th percentile | 40 |
| Maximum | 42 |
| Range | 40 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 11.64824094 |
|---|---|
| Coef of variation | 0.5179476329 |
| Kurtosis | -1.256735172 |
| Mean | 22.48922517 |
| MAD | 10.11615202 |
| Skewness | -0.045219033 |
| Sum | 234810 |
| Variance | 135.681517 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 29 | 460 | 4.4% | |
| 41 | 407 | 3.9% | |
| 15 | 393 | 3.8% | |
| 25 | 390 | 3.7% | |
| 31 | 383 | 3.7% | |
| 9 | 377 | 3.6% | |
| 40 | 363 | 3.5% | |
| 34 | 352 | 3.4% | |
| 14 | 349 | 3.3% | |
| 10 | 347 | 3.3% | |
| Other values (31) | 6620 | 63.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 30 | 0.3% | |
| 3 | 223 | 2.1% | |
| 4 | 300 | 2.9% | |
| 5 | 304 | 2.9% | |
| 6 | 197 | 1.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 42 | 14 | 0.1% | |
| 41 | 407 | 3.9% | |
| 40 | 363 | 3.5% | |
| 39 | 200 | 1.9% | |
| 38 | 309 | 3.0% |
long_passing
Numeric
| Distinct count | 81 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 52.83076334 |
|---|---|
| Minimum | 9 |
| Maximum | 92 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 9 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 43 |
| Median | 56 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 92 |
| Range | 83 |
| Interquartile range | 21 |
Descriptive statistics
| Standard deviation | 15.31711398 |
|---|---|
| Coef of variation | 0.2899279324 |
| Kurtosis | -0.4138126745 |
| Mean | 52.83076334 |
| MAD | 12.49965263 |
| Skewness | -0.5849915967 |
| Sum | 551606 |
| Variance | 234.6139807 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 58 | 366 | 3.5% | |
| 59 | 355 | 3.4% | |
| 65 | 353 | 3.4% | |
| 62 | 344 | 3.3% | |
| 60 | 334 | 3.2% | |
| 64 | 318 | 3.0% | |
| 63 | 307 | 2.9% | |
| 55 | 301 | 2.9% | |
| 61 | 297 | 2.8% | |
| 57 | 289 | 2.8% | |
| Other values (71) | 7177 | 68.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 9 | 1 | < 0.1% | |
| 10 | 3 | < 0.1% | |
| 11 | 5 | < 0.1% | |
| 12 | 12 | 0.1% | |
| 13 | 14 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 92 | 1 | < 0.1% | |
| 90 | 1 | < 0.1% | |
| 87 | 2 | < 0.1% | |
| 86 | 4 | < 0.1% | |
| 85 | 5 | < 0.1% |
long_shots
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 47.61564984 |
|---|---|
| Minimum | 4 |
| Maximum | 88 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 33 |
| Median | 52 |
| Q3 | 63 |
| 95-th percentile | 74 |
| Maximum | 88 |
| Range | 84 |
| Interquartile range | 30 |
Descriptive statistics
| Standard deviation | 19.12796844 |
|---|---|
| Coef of variation | 0.4017160009 |
| Kurtosis | -0.8229569537 |
| Mean | 47.61564984 |
| MAD | 16.14648538 |
| Skewness | -0.4477562497 |
| Sum | 497155 |
| Variance | 365.8791765 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 62 | 278 | 2.7% | |
| 58 | 272 | 2.6% | |
| 59 | 270 | 2.6% | |
| 55 | 262 | 2.5% | |
| 65 | 248 | 2.4% | |
| 68 | 243 | 2.3% | |
| 60 | 241 | 2.3% | |
| 64 | 238 | 2.3% | |
| 52 | 237 | 2.3% | |
| 56 | 227 | 2.2% | |
| Other values (75) | 7925 | 75.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 4 | 2 | < 0.1% | |
| 5 | 37 | 0.4% | |
| 6 | 60 | 0.6% | |
| 7 | 35 | 0.3% | |
| 8 | 43 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 88 | 4 | < 0.1% | |
| 87 | 5 | < 0.1% | |
| 86 | 5 | < 0.1% | |
| 85 | 4 | < 0.1% | |
| 84 | 9 | 0.1% |
lw
Highly correlated
This variable is highly correlated with dribbling and should be ignored for analysis
| Correlation | 0.9334524142 |
|---|
marking
Highly correlated
This variable is highly correlated with interceptions and should be ignored for analysis
| Correlation | 0.9262551512 |
|---|
nationality
Numeric
| Distinct count | 148 |
|---|---|
| Unique (%) | 1.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 92.33425917 |
|---|---|
| Minimum | 1 |
| Maximum | 164 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 54 |
| Median | 96 |
| Q3 | 138 |
| 95-th percentile | 163 |
| Maximum | 164 |
| Range | 163 |
| Interquartile range | 84 |
Descriptive statistics
| Standard deviation | 49.18355977 |
|---|---|
| Coef of variation | 0.5326685914 |
| Kurtosis | -0.9867605729 |
| Mean | 92.33425917 |
| MAD | 41.58085389 |
| Skewness | -0.2651066615 |
| Sum | 964062 |
| Variance | 2419.022551 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 111 | 926 | 8.9% | |
| 163 | 653 | 6.3% | |
| 1 | 622 | 6.0% | |
| 90 | 603 | 5.8% | |
| 155 | 573 | 5.5% | |
| 54 | 489 | 4.7% | |
| 146 | 452 | 4.3% | |
| 96 | 336 | 3.2% | |
| 75 | 263 | 2.5% | |
| 51 | 262 | 2.5% | |
| Other values (138) | 5262 | 50.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 622 | 6.0% | |
| 2 | 35 | 0.3% | |
| 3 | 28 | 0.3% | |
| 4 | 7 | 0.1% | |
| 5 | 165 | 1.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 164 | 170 | 1.6% | |
| 163 | 653 | 6.3% | |
| 162 | 2 | < 0.1% | |
| 161 | 16 | 0.2% | |
| 160 | 8 | 0.1% |
pac
Highly correlated
This variable is highly correlated with gk and should be ignored for analysis
| Correlation | 0.9239505615 |
|---|
pas
Highly correlated
This variable is highly correlated with cm and should be ignored for analysis
| Correlation | 0.9558262172 |
|---|
penalties
Numeric
| Distinct count | 82 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 49.25735083 |
|---|---|
| Minimum | 8 |
| Maximum | 90 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 40 |
| Median | 51 |
| Q3 | 61 |
| 95-th percentile | 72 |
| Maximum | 90 |
| Range | 82 |
| Interquartile range | 21 |
Descriptive statistics
| Standard deviation | 15.59402178 |
|---|---|
| Coef of variation | 0.3165826321 |
| Kurtosis | -0.3512604784 |
| Mean | 49.25735083 |
| MAD | 12.64831741 |
| Skewness | -0.4091945737 |
| Sum | 514296 |
| Variance | 243.1735152 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 55 | 300 | 2.9% | |
| 59 | 292 | 2.8% | |
| 58 | 280 | 2.7% | |
| 60 | 280 | 2.7% | |
| 49 | 268 | 2.6% | |
| 61 | 255 | 2.4% | |
| 50 | 255 | 2.4% | |
| 45 | 251 | 2.4% | |
| 48 | 248 | 2.4% | |
| 52 | 242 | 2.3% | |
| Other values (72) | 7770 | 74.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 8 | 1 | < 0.1% | |
| 9 | 4 | < 0.1% | |
| 10 | 18 | 0.2% | |
| 11 | 44 | 0.4% | |
| 12 | 52 | 0.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 90 | 1 | < 0.1% | |
| 88 | 4 | < 0.1% | |
| 87 | 3 | < 0.1% | |
| 86 | 2 | < 0.1% | |
| 85 | 4 | < 0.1% |
phy
Highly correlated
This variable is highly correlated with gk and should be ignored for analysis
| Correlation | 0.9228801567 |
|---|
positioning
Numeric
| Distinct count | 89 |
|---|---|
| Unique (%) | 0.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 50.03438368 |
|---|---|
| Minimum | 2 |
| Maximum | 90 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 39 |
| Median | 55 |
| Q3 | 64 |
| 95-th percentile | 75 |
| Maximum | 90 |
| Range | 88 |
| Interquartile range | 25 |
Descriptive statistics
| Standard deviation | 19.22900571 |
|---|---|
| Coef of variation | 0.3843158303 |
| Kurtosis | -0.4203665818 |
| Mean | 50.03438368 |
| MAD | 15.67158598 |
| Skewness | -0.7120553305 |
| Sum | 522409 |
| Variance | 369.7546606 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 59 | 323 | 3.1% | |
| 60 | 314 | 3.0% | |
| 65 | 297 | 2.8% | |
| 58 | 293 | 2.8% | |
| 62 | 292 | 2.8% | |
| 64 | 284 | 2.7% | |
| 56 | 276 | 2.6% | |
| 55 | 267 | 2.6% | |
| 66 | 265 | 2.5% | |
| 63 | 262 | 2.5% | |
| Other values (79) | 7568 | 72.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 4 | < 0.1% | |
| 3 | 4 | < 0.1% | |
| 4 | 38 | 0.4% | |
| 5 | 47 | 0.5% | |
| 6 | 47 | 0.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 90 | 1 | < 0.1% | |
| 89 | 2 | < 0.1% | |
| 88 | 1 | < 0.1% | |
| 87 | 5 | < 0.1% | |
| 86 | 9 | 0.1% |
potential
Numeric
| Distinct count | 40 |
|---|---|
| Unique (%) | 0.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 71.38080644 |
|---|---|
| Minimum | 53 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 53 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 67 |
| Median | 71 |
| Q3 | 75 |
| 95-th percentile | 82 |
| Maximum | 94 |
| Range | 41 |
| Interquartile range | 8 |
Descriptive statistics
| Standard deviation | 5.802512285 |
|---|---|
| Coef of variation | 0.0812895311 |
| Kurtosis | -0.07020317467 |
| Mean | 71.38080644 |
| MAD | 4.637177642 |
| Skewness | 0.2728172825 |
| Sum | 745287 |
| Variance | 33.66914881 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 72 | 734 | 7.0% | |
| 71 | 720 | 6.9% | |
| 70 | 705 | 6.8% | |
| 69 | 685 | 6.6% | |
| 73 | 660 | 6.3% | |
| 68 | 630 | 6.0% | |
| 67 | 616 | 5.9% | |
| 74 | 611 | 5.9% | |
| 66 | 564 | 5.4% | |
| 75 | 539 | 5.2% | |
| Other values (30) | 3977 | 38.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 53 | 1 | < 0.1% | |
| 54 | 2 | < 0.1% | |
| 55 | 5 | < 0.1% | |
| 56 | 6 | 0.1% | |
| 57 | 26 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 90 | 5 | < 0.1% | |
| 89 | 9 | 0.1% | |
| 88 | 23 | 0.2% |
preferred_foot
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 7917 | 75.8% | |
| 2 | 2524 | 24.2% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
rb
Highly correlated
This variable is highly correlated with lb and should be ignored for analysis
| Correlation | 1 |
|---|
reactions
Numeric
| Distinct count | 59 |
|---|---|
| Unique (%) | 0.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 62.11732593 |
|---|---|
| Minimum | 30 |
| Maximum | 89 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 47 |
| Q1 | 56 |
| Median | 62 |
| Q3 | 68 |
| 95-th percentile | 76 |
| Maximum | 89 |
| Range | 59 |
| Interquartile range | 12 |
Descriptive statistics
| Standard deviation | 8.8850755 |
|---|---|
| Coef of variation | 0.1430369928 |
| Kurtosis | -0.1533996562 |
| Mean | 62.11732593 |
| MAD | 7.156599553 |
| Skewness | -0.1417367918 |
| Sum | 648567 |
| Variance | 78.94456664 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 64 | 505 | 4.8% | |
| 62 | 476 | 4.6% | |
| 65 | 476 | 4.6% | |
| 68 | 451 | 4.3% | |
| 60 | 450 | 4.3% | |
| 63 | 441 | 4.2% | |
| 66 | 436 | 4.2% | |
| 67 | 428 | 4.1% | |
| 59 | 396 | 3.8% | |
| 55 | 388 | 3.7% | |
| Other values (49) | 5994 | 57.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 30 | 3 | < 0.1% | |
| 32 | 3 | < 0.1% | |
| 33 | 3 | < 0.1% | |
| 34 | 6 | 0.1% | |
| 35 | 8 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 89 | 1 | < 0.1% | |
| 88 | 1 | < 0.1% | |
| 87 | 2 | < 0.1% | |
| 86 | 5 | < 0.1% | |
| 85 | 15 | 0.1% |
rw
Highly correlated
This variable is highly correlated with lw and should be ignored for analysis
| Correlation | 1 |
|---|
sho
Highly correlated
This variable is highly correlated with gk and should be ignored for analysis
| Correlation | 0.9055390158 |
|---|
short_passing
Highly correlated
This variable is highly correlated with cm and should be ignored for analysis
| Correlation | 0.9160526795 |
|---|
shot_power
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 56.01427066 |
|---|---|
| Minimum | 3 |
| Maximum | 92 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 47 |
| Median | 60 |
| Q3 | 69 |
| 95-th percentile | 78 |
| Maximum | 92 |
| Range | 89 |
| Interquartile range | 22 |
Descriptive statistics
| Standard deviation | 17.12697921 |
|---|---|
| Coef of variation | 0.3057609965 |
| Kurtosis | -0.2494961459 |
| Mean | 56.01427066 |
| MAD | 13.76322015 |
| Skewness | -0.7231970374 |
| Sum | 584845 |
| Variance | 293.333417 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 70 | 324 | 3.1% | |
| 65 | 320 | 3.1% | |
| 68 | 318 | 3.0% | |
| 66 | 315 | 3.0% | |
| 62 | 306 | 2.9% | |
| 64 | 288 | 2.8% | |
| 63 | 283 | 2.7% | |
| 60 | 282 | 2.7% | |
| 58 | 278 | 2.7% | |
| 59 | 272 | 2.6% | |
| Other values (75) | 7455 | 71.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 3 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 10 | 4 | < 0.1% | |
| 11 | 2 | < 0.1% | |
| 12 | 18 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 92 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 90 | 1 | < 0.1% | |
| 89 | 2 | < 0.1% | |
| 88 | 5 | < 0.1% |
skill_moves
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.328321042 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.7412655811 |
|---|---|
| Coef of variation | 0.3183691457 |
| Kurtosis | -0.07832162823 |
| Mean | 2.328321042 |
| MAD | 0.6223395954 |
| Skewness | 0.2413810463 |
| Sum | 24310 |
| Variance | 0.5494746617 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 2 | 5340 | 51.1% | |
| 3 | 3408 | 32.6% | |
| 1 | 1126 | 10.8% | |
| 4 | 555 | 5.3% | |
| 5 | 12 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1126 | 10.8% | |
| 2 | 5340 | 51.1% | |
| 3 | 3408 | 32.6% | |
| 4 | 555 | 5.3% | |
| 5 | 12 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 12 | 0.1% | |
| 4 | 555 | 5.3% | |
| 3 | 3408 | 32.6% | |
| 2 | 5340 | 51.1% | |
| 1 | 1126 | 10.8% |
sliding_tackle
Highly correlated
This variable is highly correlated with marking and should be ignored for analysis
| Correlation | 0.9596663866 |
|---|
sprint_speed
Highly correlated
This variable is highly correlated with acceleration and should be ignored for analysis
| Correlation | 0.9123358357 |
|---|
st
Highly correlated
This variable is highly correlated with sho and should be ignored for analysis
| Correlation | 0.9430216235 |
|---|
stamina
Numeric
| Distinct count | 84 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 63.62541902 |
|---|---|
| Minimum | 12 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 57 |
| Median | 67 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 95 |
| Range | 83 |
| Interquartile range | 17 |
Descriptive statistics
| Standard deviation | 15.6829031 |
|---|---|
| Coef of variation | 0.2464880128 |
| Kurtosis | 0.5331837485 |
| Mean | 63.62541902 |
| MAD | 11.98647358 |
| Skewness | -0.9284658502 |
| Sum | 664313 |
| Variance | 245.9534496 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 67 | 382 | 3.7% | |
| 72 | 373 | 3.6% | |
| 68 | 372 | 3.6% | |
| 70 | 348 | 3.3% | |
| 73 | 343 | 3.3% | |
| 75 | 328 | 3.1% | |
| 66 | 327 | 3.1% | |
| 74 | 325 | 3.1% | |
| 65 | 324 | 3.1% | |
| 64 | 317 | 3.0% | |
| Other values (74) | 7002 | 67.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 12 | 1 | < 0.1% | |
| 13 | 2 | < 0.1% | |
| 14 | 4 | < 0.1% | |
| 15 | 3 | < 0.1% | |
| 16 | 9 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 1 | < 0.1% | |
| 94 | 3 | < 0.1% | |
| 93 | 16 | 0.2% | |
| 92 | 30 | 0.3% | |
| 91 | 49 | 0.5% |
standing_tackle
Highly correlated
This variable is highly correlated with sliding_tackle and should be ignored for analysis
| Correlation | 0.9710228304 |
|---|
strength
Numeric
| Distinct count | 77 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65.4535964 |
|---|---|
| Minimum | 12 |
| Maximum | 98 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 42 |
| Q1 | 58 |
| Median | 67 |
| Q3 | 74 |
| 95-th percentile | 84 |
| Maximum | 98 |
| Range | 86 |
| Interquartile range | 16 |
Descriptive statistics
| Standard deviation | 12.55333361 |
|---|---|
| Coef of variation | 0.1917898221 |
| Kurtosis | 0.09386482254 |
| Mean | 65.4535964 |
| MAD | 9.974711837 |
| Skewness | -0.4766608926 |
| Sum | 683401 |
| Variance | 157.5861846 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 68 | 373 | 3.6% | |
| 72 | 372 | 3.6% | |
| 74 | 350 | 3.4% | |
| 70 | 346 | 3.3% | |
| 71 | 343 | 3.3% | |
| 69 | 323 | 3.1% | |
| 64 | 322 | 3.1% | |
| 75 | 319 | 3.1% | |
| 62 | 312 | 3.0% | |
| 63 | 310 | 3.0% | |
| Other values (67) | 7071 | 67.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 12 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 23 | 1 | < 0.1% | |
| 24 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 98 | 1 | < 0.1% | |
| 96 | 1 | < 0.1% | |
| 95 | 2 | < 0.1% | |
| 94 | 8 | 0.1% | |
| 93 | 15 | 0.1% |
vision
Numeric
| Distinct count | 83 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 53.2683651 |
|---|---|
| Minimum | 10 |
| Maximum | 94 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 44 |
| Median | 55 |
| Q3 | 64 |
| 95-th percentile | 74 |
| Maximum | 94 |
| Range | 84 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 14.27909425 |
|---|---|
| Coef of variation | 0.2680595552 |
| Kurtosis | -0.382915949 |
| Mean | 53.2683651 |
| MAD | 11.64992315 |
| Skewness | -0.3872857429 |
| Sum | 556175 |
| Variance | 203.8925327 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 58 | 320 | 3.1% | |
| 62 | 315 | 3.0% | |
| 65 | 308 | 2.9% | |
| 55 | 299 | 2.9% | |
| 60 | 295 | 2.8% | |
| 59 | 285 | 2.7% | |
| 64 | 285 | 2.7% | |
| 52 | 279 | 2.7% | |
| 63 | 278 | 2.7% | |
| 54 | 274 | 2.6% | |
| Other values (73) | 7503 | 71.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 10 | 3 | < 0.1% | |
| 11 | 10 | 0.1% | |
| 12 | 8 | 0.1% | |
| 13 | 16 | 0.2% | |
| 14 | 15 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 94 | 1 | < 0.1% | |
| 92 | 1 | < 0.1% | |
| 91 | 1 | < 0.1% | |
| 89 | 1 | < 0.1% | |
| 88 | 5 | < 0.1% |
volleys
Numeric
| Distinct count | 85 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 43.52456661 |
|---|---|
| Minimum | 4 |
| Maximum | 89 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 31 |
| Median | 45 |
| Q3 | 57 |
| 95-th percentile | 70 |
| Maximum | 89 |
| Range | 85 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 17.53875279 |
|---|---|
| Coef of variation | 0.4029621466 |
| Kurtosis | -0.7406451469 |
| Mean | 43.52456661 |
| MAD | 14.60436969 |
| Skewness | -0.1830723934 |
| Sum | 454440 |
| Variance | 307.6078495 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 55 | 256 | 2.5% | |
| 48 | 239 | 2.3% | |
| 49 | 229 | 2.2% | |
| 59 | 227 | 2.2% | |
| 42 | 219 | 2.1% | |
| 47 | 215 | 2.1% | |
| 45 | 209 | 2.0% | |
| 54 | 208 | 2.0% | |
| 32 | 206 | 2.0% | |
| 44 | 205 | 2.0% | |
| Other values (75) | 8228 | 78.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 4 | 5 | < 0.1% | |
| 5 | 33 | 0.3% | |
| 6 | 57 | 0.5% | |
| 7 | 46 | 0.4% | |
| 8 | 59 | 0.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 89 | 1 | < 0.1% | |
| 88 | 1 | < 0.1% | |
| 86 | 3 | < 0.1% | |
| 85 | 4 | < 0.1% | |
| 84 | 4 | < 0.1% |
weak_foot
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.952494972 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| Median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.6546647753 |
|---|---|
| Coef of variation | 0.2217327317 |
| Kurtosis | 0.6105202632 |
| Mean | 2.952494972 |
| MAD | 0.4197766166 |
| Skewness | 0.1511916055 |
| Sum | 30827 |
| Variance | 0.428585968 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 3 | 6543 | 62.7% | |
| 2 | 2147 | 20.6% | |
| 4 | 1551 | 14.9% | |
| 5 | 125 | 1.2% | |
| 1 | 75 | 0.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 75 | 0.7% | |
| 2 | 2147 | 20.6% | |
| 3 | 6543 | 62.7% | |
| 4 | 1551 | 14.9% | |
| 5 | 125 | 1.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 125 | 1.2% | |
| 4 | 1551 | 14.9% | |
| 3 | 6543 | 62.7% | |
| 2 | 2147 | 20.6% | |
| 1 | 75 | 0.7% |
weight_kg
Numeric
| Distinct count | 56 |
|---|---|
| Unique (%) | 0.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 75.37735849 |
|---|---|
| Minimum | 50 |
| Maximum | 110 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 64 |
| Q1 | 70 |
| Median | 75 |
| Q3 | 80 |
| 95-th percentile | 87 |
| Maximum | 110 |
| Range | 60 |
| Interquartile range | 10 |
Descriptive statistics
| Standard deviation | 6.98624269 |
|---|---|
| Coef of variation | 0.09268357011 |
| Kurtosis | 0.09122993059 |
| Mean | 75.37735849 |
| MAD | 5.562530156 |
| Skewness | 0.1909448525 |
| Sum | 787015 |
| Variance | 48.80758693 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 75 | 822 | 7.9% | |
| 70 | 805 | 7.7% | |
| 80 | 601 | 5.8% | |
| 72 | 587 | 5.6% | |
| 78 | 576 | 5.5% | |
| 73 | 552 | 5.3% | |
| 76 | 524 | 5.0% | |
| 77 | 488 | 4.7% | |
| 74 | 470 | 4.5% | |
| 79 | 439 | 4.2% | |
| Other values (46) | 4577 | 43.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 50 | 1 | < 0.1% | |
| 51 | 1 | < 0.1% | |
| 52 | 2 | < 0.1% | |
| 53 | 3 | < 0.1% | |
| 54 | 3 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 110 | 1 | < 0.1% | |
| 107 | 1 | < 0.1% | |
| 106 | 1 | < 0.1% | |
| 102 | 2 | < 0.1% | |
| 101 | 2 | < 0.1% |
work_rate_att
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Medium | |
|---|---|
| High | |
| Low | 524 |
| Value | Count | Frequency (%) | |
| Medium | 7155 | 68.5% | |
| High | 2762 | 26.5% | |
| Low | 524 | 5.0% |
| Max length | 6 |
|---|---|
| Mean length | 5.320371612 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
work_rate_def
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Medium | |
|---|---|
| High | |
| Low | 908 |
| Value | Count | Frequency (%) | |
| Medium | 7841 | 75.1% | |
| High | 1692 | 16.2% | |
| Low | 908 | 8.7% |
| Max length | 6 |
|---|---|
| Mean length | 5.414998563 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
y
Numeric
| Distinct count | 169 |
|---|---|
| Unique (%) | 1.6% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 229.2887654 |
|---|---|
| Minimum | 6 |
| Maximum | 4850 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 35 |
| Median | 72.5 |
| Q3 | 220 |
| 95-th percentile | 1000 |
| Maximum | 4850 |
| Range | 4844 |
| Interquartile range | 185 |
Descriptive statistics
| Standard deviation | 434.1095641 |
|---|---|
| Coef of variation | 1.893287546 |
| Kurtosis | 28.5929709 |
| Mean | 229.2887654 |
| MAD | 249.1574467 |
| Skewness | 4.538197087 |
| Sum | 2394004 |
| Variance | 188451.1136 |
| Memory size | 81.7 KiB |
| Value | Count | Frequency (%) | |
| 110 | 255 | 2.4% | |
| 37.5 | 226 | 2.2% | |
| 120 | 218 | 2.1% | |
| 42.5 | 210 | 2.0% | |
| 35 | 208 | 2.0% | |
| 100 | 199 | 1.9% | |
| 40 | 191 | 1.8% | |
| 50 | 189 | 1.8% | |
| 52.5 | 189 | 1.8% | |
| 45 | 180 | 1.7% | |
| Other values (159) | 8376 | 80.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 6 | 95 | 0.9% | |
| 7 | 74 | 0.7% | |
| 8 | 81 | 0.8% | |
| 9 | 110 | 1.1% | |
| 10 | 123 | 1.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 4850 | 2 | < 0.1% | |
| 4800 | 2 | < 0.1% | |
| 4750 | 1 | < 0.1% | |
| 4600 | 1 | < 0.1% | |
| 4500 | 2 | < 0.1% |
First rows
| acceleration | age | aggression | agility | balance | ball_control | birth_date | cam | cb | cdm | cf | club | cm | crossing | curve | def | dri | dribbling | finishing | free_kick_accuracy | gk | gk_diving | gk_handling | gk_kicking | gk_positioning | gk_reflexes | heading_accuracy | height_cm | id | interceptions | international_reputation | jumping | lb | league | long_passing | long_shots | lw | marking | nationality | pac | pas | penalties | phy | positioning | potential | preferred_foot | rb | reactions | rw | sho | short_passing | shot_power | skill_moves | sliding_tackle | sprint_speed | st | stamina | standing_tackle | strength | vision | volleys | weak_foot | weight_kg | work_rate_att | work_rate_def | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 64 | 21.26 | 54 | 57 | 71 | 68 | 1996-10-04 | 64.00 | 53.00 | 57.00 | 64.00 | 293 | 63.00 | 60 | 58 | 47 | 67 | 69 | 63 | 54 | nan | 5 | 14 | 6 | 13 | 10 | 56 | 177 | 0 | 28 | 1 | 52 | 56.00 | 25 | 69 | 52 | 64.00 | 43 | 78 | 65 | 63 | 59 | 59 | 61 | 73 | 1 | 56.00 | 65 | 64.00 | 60 | 70 | 64 | 3 | 52 | 65 | 63.00 | 65 | 60 | 59 | 55 | 50 | 3 | 72 | Medium | Medium | 70.00 |
| 1 | 57 | 33.30 | 49 | 59 | 66 | 64 | 1984-09-21 | 59.00 | 61.00 | 64.00 | 57.00 | 258 | 61.00 | 69 | 32 | 63 | 63 | 62 | 51 | 32 | nan | 9 | 15 | 6 | 13 | 14 | 40 | 178 | 1 | 66 | 1 | 57 | 64.00 | 24 | 57 | 28 | 60.00 | 62 | 51 | 56 | 60 | 36 | 57 | 56 | 62 | 1 | 64.00 | 69 | 60.00 | 39 | 68 | 22 | 2 | 64 | 55 | 52.00 | 62 | 70 | 58 | 55 | 23 | 3 | 70 | Medium | High | 24.00 |
| 2 | 65 | 18.58 | 32 | 58 | 72 | 54 | 1999-06-08 | 53.00 | 31.00 | 34.00 | 55.00 | 112 | 45.00 | 29 | 35 | 19 | 55 | 54 | 64 | 29 | nan | 8 | 9 | 11 | 8 | 10 | 56 | 177 | 2 | 18 | 1 | 61 | 36.00 | 3 | 30 | 52 | 54.00 | 18 | 52 | 68 | 39 | 68 | 48 | 55 | 68 | 2 | 36.00 | 56 | 54.00 | 57 | 44 | 46 | 2 | 14 | 71 | 56.00 | 59 | 11 | 48 | 49 | 40 | 3 | 69 | Medium | Medium | 17.00 |
| 3 | 76 | 29.46 | 69 | 70 | 64 | 81 | 1988-07-25 | 77.00 | 77.00 | 78.00 | 77.00 | 604 | 79.00 | 64 | 66 | 77 | 77 | 77 | 72 | 72 | nan | 16 | 16 | 11 | 6 | 8 | 80 | 181 | 3 | 78 | 3 | 88 | 78.00 | 9 | 76 | 76 | 76.00 | 77 | 54 | 76 | 74 | 71 | 76 | 75 | 81 | 1 | 78.00 | 81 | 76.00 | 74 | 81 | 79 | 3 | 73 | 76 | 77.00 | 92 | 78 | 69 | 75 | 75 | 3 | 81 | High | High | 1,750.00 |
| 4 | 49 | 37.44 | 69 | 65 | 75 | 75 | 1980-08-04 | 68.00 | 66.00 | 70.00 | 65.00 | 80 | 71.00 | 74 | 71 | 65 | 71 | 70 | 58 | 70 | nan | 15 | 10 | 16 | 16 | 16 | 53 | 179 | 4 | 69 | 2 | 51 | 64.00 | 37 | 75 | 65 | 66.00 | 64 | 96 | 40 | 74 | 71 | 67 | 59 | 72 | 2 | 64.00 | 72 | 66.00 | 62 | 74 | 67 | 3 | 67 | 33 | 62.00 | 55 | 68 | 74 | 75 | 60 | 2 | 75 | Medium | Medium | 97.50 |
| 5 | 68 | 36.44 | 50 | 72 | 67 | 63 | 1981-08-02 | 60.00 | 64.00 | 65.00 | 57.00 | 213 | 63.00 | 66 | 65 | 65 | 65 | 64 | 29 | 41 | nan | 15 | 8 | 11 | 11 | 14 | 64 | 172 | 5 | 63 | 1 | 75 | 66.00 | 35 | 65 | 64 | 59.00 | 66 | 43 | 67 | 64 | 65 | 65 | 33 | 67 | 1 | 66.00 | 66 | 59.00 | 47 | 66 | 67 | 2 | 65 | 66 | 54.00 | 76 | 64 | 64 | 64 | 48 | 4 | 67 | Medium | Medium | 16.00 |
| 6 | 86 | 26.39 | 75 | 83 | 69 | 64 | 1991-08-19 | 62.00 | 45.00 | 47.00 | 63.00 | 458 | 56.00 | 37 | 58 | 30 | 65 | 62 | 67 | 31 | nan | 13 | 10 | 13 | 8 | 11 | 59 | 184 | 6 | 19 | 1 | 86 | 47.00 | 12 | 51 | 62 | 63.00 | 16 | 101 | 87 | 53 | 66 | 67 | 54 | 67 | 1 | 47.00 | 51 | 63.00 | 64 | 63 | 64 | 2 | 34 | 87 | 63.00 | 66 | 39 | 63 | 55 | 60 | 3 | 70 | Medium | Medium | 57.50 |
| 7 | 74 | 21.87 | 56 | 67 | 74 | 63 | 1996-02-23 | 59.00 | 58.00 | 59.00 | 58.00 | 543 | 58.00 | 41 | 39 | 56 | 62 | 61 | 44 | 35 | nan | 8 | 10 | 15 | 12 | 10 | 48 | 174 | 7 | 58 | 1 | 56 | 58.00 | 29 | 59 | 52 | 58.00 | 57 | 155 | 73 | 54 | 43 | 61 | 53 | 72 | 1 | 58.00 | 53 | 58.00 | 47 | 62 | 51 | 2 | 58 | 73 | 55.00 | 55 | 57 | 67 | 57 | 36 | 3 | 73 | Medium | Medium | 32.50 |
| 8 | 68 | 26.70 | 64 | 72 | 67 | 76 | 1991-04-27 | 69.00 | 47.00 | 51.00 | 71.00 | 148 | 64.00 | 51 | 66 | 31 | 74 | 74 | 73 | 54 | nan | 7 | 16 | 7 | 9 | 14 | 66 | 182 | 8 | 33 | 1 | 71 | 49.00 | 9 | 59 | 76 | 69.00 | 13 | 1 | 69 | 59 | 70 | 68 | 72 | 76 | 1 | 49.00 | 71 | 69.00 | 75 | 64 | 80 | 3 | 25 | 69 | 72.00 | 63 | 39 | 72 | 60 | 71 | 3 | 78 | High | High | 500.00 |
| 9 | 62 | 23.69 | 54 | 60 | 63 | 54 | 1994-04-29 | 46.00 | 63.00 | 57.00 | 46.00 | 188 | 49.00 | 36 | 31 | 62 | 52 | 47 | 30 | 25 | nan | 14 | 8 | 12 | 5 | 8 | 61 | 186 | 9 | 62 | 1 | 80 | 58.00 | 5 | 44 | 28 | 46.00 | 63 | 163 | 65 | 43 | 38 | 69 | 29 | 71 | 1 | 58.00 | 56 | 46.00 | 34 | 55 | 50 | 2 | 61 | 68 | 47.00 | 62 | 62 | 77 | 38 | 27 | 4 | 78 | Medium | Medium | 55.00 |
Last rows
| acceleration | age | aggression | agility | balance | ball_control | birth_date | cam | cb | cdm | cf | club | cm | crossing | curve | def | dri | dribbling | finishing | free_kick_accuracy | gk | gk_diving | gk_handling | gk_kicking | gk_positioning | gk_reflexes | heading_accuracy | height_cm | id | interceptions | international_reputation | jumping | lb | league | long_passing | long_shots | lw | marking | nationality | pac | pas | penalties | phy | positioning | potential | preferred_foot | rb | reactions | rw | sho | short_passing | shot_power | skill_moves | sliding_tackle | sprint_speed | st | stamina | standing_tackle | strength | vision | volleys | weak_foot | weight_kg | work_rate_att | work_rate_def | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10431 | 71 | 22.06 | 46 | 78 | 68 | 69 | 1995-12-15 | 64.00 | 43.00 | 49.00 | 63.00 | 450 | 59.00 | 64 | 67 | 37 | 68 | 68 | 64 | 66 | nan | 10 | 6 | 14 | 7 | 7 | 42 | 175 | 10431 | 25 | 1 | 52 | 50.00 | 41 | 60 | 63 | 65.00 | 38 | 111 | 72 | 63 | 56 | 51 | 57 | 76 | 1 | 50.00 | 50 | 65.00 | 61 | 63 | 58 | 4 | 40 | 72 | 59.00 | 56 | 40 | 51 | 60 | 41 | 3 | 70 | High | Medium | 92.50 |
| 10432 | 86 | 30.87 | 65 | 85 | 80 | 77 | 1987-02-27 | 75.00 | 55.00 | 63.00 | 74.00 | 506 | 71.00 | 74 | 76 | 53 | 78 | 77 | 66 | 78 | nan | 6 | 5 | 14 | 14 | 9 | 56 | 158 | 10432 | 45 | 2 | 34 | 63.00 | 15 | 72 | 70 | 75.00 | 54 | 155 | 78 | 75 | 74 | 48 | 72 | 72 | 1 | 63.00 | 74 | 75.00 | 68 | 76 | 69 | 3 | 49 | 71 | 69.00 | 66 | 57 | 34 | 74 | 70 | 4 | 56 | Medium | Medium | 290.00 |
| 10433 | 65 | 20.94 | 70 | 54 | 49 | 64 | 1997-01-27 | 55.00 | 67.00 | 66.00 | 52.00 | 449 | 60.00 | 49 | 39 | 65 | 56 | 52 | 24 | 22 | nan | 14 | 14 | 11 | 12 | 10 | 59 | 189 | 10433 | 61 | 1 | 65 | 64.00 | 5 | 67 | 39 | 53.00 | 63 | 163 | 66 | 57 | 26 | 74 | 29 | 81 | 1 | 64.00 | 68 | 53.00 | 35 | 64 | 59 | 2 | 67 | 67 | 51.00 | 65 | 71 | 81 | 59 | 39 | 3 | 83 | Medium | Medium | 150.00 |
| 10434 | 76 | 20.66 | 30 | 64 | 67 | 68 | 1997-05-09 | 60.00 | 38.00 | 43.00 | 62.00 | 612 | 54.00 | 50 | 52 | 30 | 67 | 69 | 58 | 47 | nan | 6 | 10 | 9 | 11 | 15 | 48 | 178 | 10434 | 24 | 1 | 34 | 45.00 | 10 | 49 | 53 | 62.00 | 22 | 111 | 77 | 53 | 60 | 44 | 60 | 78 | 1 | 45.00 | 46 | 62.00 | 60 | 59 | 72 | 3 | 31 | 78 | 61.00 | 52 | 36 | 47 | 51 | 56 | 3 | 69 | Medium | Medium | 67.50 |
| 10435 | 49 | 25.90 | 58 | 46 | 58 | 46 | 1992-02-12 | 39.00 | 61.00 | 54.00 | 39.00 | 248 | 43.00 | 22 | 20 | 61 | 42 | 37 | 18 | 21 | nan | 10 | 15 | 12 | 9 | 8 | 59 | 188 | 10435 | 59 | 1 | 66 | 54.00 | 21 | 41 | 32 | 38.00 | 62 | 163 | 56 | 36 | 35 | 67 | 23 | 65 | 2 | 54.00 | 49 | 38.00 | 28 | 51 | 45 | 2 | 63 | 61 | 41.00 | 54 | 61 | 77 | 29 | 26 | 3 | 81 | Medium | Medium | 32.50 |
| 10436 | 75 | 19.62 | 60 | 65 | 72 | 51 | 1998-05-24 | 52.00 | 60.00 | 58.00 | 53.00 | 277 | 52.00 | 56 | 38 | 61 | 53 | 49 | 39 | 39 | nan | 15 | 14 | 15 | 7 | 14 | 52 | 176 | 10436 | 64 | 1 | 66 | 62.00 | 9 | 40 | 41 | 54.00 | 60 | 1 | 74 | 51 | 44 | 62 | 49 | 75 | 1 | 62.00 | 63 | 54.00 | 43 | 57 | 56 | 3 | 63 | 74 | 52.00 | 65 | 61 | 61 | 48 | 32 | 2 | 79 | Medium | Medium | 55.00 |
| 10437 | 66 | 26.45 | 62 | 61 | 56 | 57 | 1991-07-27 | 54.00 | 60.00 | 60.00 | 52.00 | 101 | 56.00 | 58 | 34 | 59 | 55 | 53 | 36 | 36 | nan | 10 | 10 | 16 | 11 | 12 | 56 | 178 | 10437 | 60 | 1 | 62 | 60.00 | 8 | 55 | 33 | 54.00 | 59 | 147 | 66 | 55 | 43 | 69 | 47 | 62 | 2 | 60.00 | 56 | 54.00 | 38 | 58 | 44 | 2 | 57 | 66 | 50.00 | 74 | 60 | 70 | 59 | 31 | 3 | 68 | Medium | Medium | 25.00 |
| 10438 | 81 | 25.86 | 52 | 79 | 77 | 73 | 1992-02-29 | 70.00 | 41.00 | 46.00 | 73.00 | 626 | 62.00 | 57 | 61 | 23 | 73 | 72 | 76 | 55 | nan | 8 | 9 | 8 | 8 | 11 | 77 | 178 | 10438 | 23 | 1 | 56 | 46.00 | 26 | 58 | 77 | 72.00 | 16 | 64 | 81 | 60 | 56 | 64 | 75 | 77 | 1 | 46.00 | 73 | 72.00 | 77 | 65 | 85 | 3 | 15 | 81 | 76.00 | 61 | 14 | 72 | 56 | 72 | 3 | 72 | Medium | Medium | 1,000.00 |
| 10439 | 66 | 28.12 | 71 | 65 | 56 | 76 | 1989-11-25 | 69.00 | 49.00 | 52.00 | 72.00 | 147 | 64.00 | 53 | 42 | 32 | 71 | 71 | 77 | 46 | nan | 7 | 9 | 8 | 13 | 13 | 78 | 186 | 10439 | 37 | 1 | 74 | 50.00 | 9 | 49 | 62 | 69.00 | 15 | 1 | 70 | 59 | 70 | 75 | 77 | 76 | 1 | 50.00 | 64 | 69.00 | 74 | 68 | 77 | 2 | 21 | 74 | 74.00 | 72 | 34 | 79 | 65 | 75 | 4 | 79 | Medium | Medium | 800.00 |
| 10440 | 60 | 28.58 | 91 | 55 | 52 | 59 | 1989-06-12 | 53.00 | 68.00 | 64.00 | 52.00 | 234 | 56.00 | 62 | 36 | 65 | 59 | 61 | 36 | 62 | nan | 13 | 10 | 8 | 7 | 7 | 64 | 185 | 10440 | 63 | 1 | 71 | 63.00 | 18 | 62 | 25 | 54.00 | 65 | 65 | 63 | 58 | 51 | 79 | 39 | 71 | 2 | 63.00 | 52 | 54.00 | 37 | 64 | 51 | 2 | 68 | 65 | 52.00 | 63 | 65 | 83 | 45 | 26 | 2 | 88 | Medium | High | 100.00 |